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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Iterative Dvc Data Tracking
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Huggingface Datatrove Minhash Deduplication
Principles
- Principle:Apache Beam Model Enforcement
- Principle:FMInference FlexLLMGen Optimized Inference Engine
- Principle:Pola rs Polars Multi Format Data Reading
- Principle:Sgl project Sglang Engine Lifecycle Management
- Principle:Openai Whisper Full Transcription
- Principle:SeleniumHQ Selenium CDP Session Cleanup
- Principle:Online ml River Online Random Forest Variants
- Principle:Apache Flink Split Based Record Reading
- Principle:Getgauge Taiko Input Clearing
- Principle:NVIDIA DALI Image Decoding
Implementations
- Implementation:CarperAI Trlx NeMo PPO Model
- Implementation:Huggingface Peft Prepare Model For Kbit Training
- Implementation:Ucbepic Docetl Blocking Utils
- Implementation:Microsoft Semantic kernel IFunctionInvocationFilter
- Implementation:Helicone Helicone Filter Types
- Implementation:Langfuse Langfuse Scores Repository
- Implementation:Datajuicer Data juicer VggtMapper
- Implementation:Vespa engine Vespa IndexingProcessor Process
- Implementation:SeleniumHQ Selenium DevTools Event
- Implementation:Pyro ppl Pyro Poutine Runtime
Heuristics
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Obss Sahi Auto Slice Resolution
Environments
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Langgenius Dify Python Backend Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Guardrails ai Guardrails LLM Provider API Keys